{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"http://hilpisch.com/tpq_logo.png\" alt=\"The Python Quants\" width=\"35%\" align=\"right\" border=\"0\"><br>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Python for Finance (2nd ed.)\n",
    "\n",
    "**Mastering Data-Driven Finance**\n",
    "\n",
    "&copy; Dr. Yves J. Hilpisch | The Python Quants GmbH\n",
    "\n",
    "<img src=\"http://hilpisch.com/images/py4fi_2nd_shadow.png\" width=\"300px\" align=\"left\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Appendix: BSM Option Class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bsm_option_class import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "uuid": "6fbac054-7632-4b1a-905a-1e7617ab1353"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bsm_option_class.bsm_call_option"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "o = bsm_call_option(100., 105., 1.0, 0.05, 0.2)\n",
    "type(o)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "uuid": "29db884c-ae9d-44fc-ac14-ac7f42842d58"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8.021352235143176"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "value = o.value()\n",
    "value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "uuid": "ad80b6ae-ba85-4e77-bc51-d539888e3ad1"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "39.67052380842653"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "o.vega()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "uuid": "498adc88-13d0-4440-adbd-d4214e9529dc"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.2"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "o.imp_vol(C0=value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "uuid": "a3bd9b68-82cc-45e5-8c29-407a98ad1aec"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "maturities = np.linspace(0.05, 2.0, 20)\n",
    "strikes = np.linspace(80, 120, 20)\n",
    "T, K = np.meshgrid(strikes, maturities)\n",
    "C = np.zeros_like(K)\n",
    "V = np.zeros_like(C)\n",
    "for t in enumerate(maturities):\n",
    "    for k in enumerate(strikes):\n",
    "        o.T = t[1]\n",
    "        o.K = k[1]\n",
    "        C[t[0], k[0]] = o.value()\n",
    "        V[t[0], k[0]] = o.vega()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "uuid": "4beed5a6-ed44-4fd3-aaf0-6bc4be2b1c83"
   },
   "outputs": [],
   "source": [
    "from pylab import cm, mpl, plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "mpl.rcParams['font.family'] = 'serif'\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "uuid": "aae2d996-fa8e-469d-8ffa-f0a5684160a7"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 7))\n",
    "ax = fig.gca(projection='3d')\n",
    "surf = ax.plot_surface(T, K, C, rstride=1, cstride=1,\n",
    "            cmap=cm.coolwarm, linewidth=0.5, antialiased=True)\n",
    "ax.set_xlabel('strike')\n",
    "ax.set_ylabel('maturity')\n",
    "ax.set_zlabel('European call option value')\n",
    "fig.colorbar(surf, shrink=0.5, aspect=5);\n",
    "# plt.savefig('../../images/b_bsm/bsm_01.png');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "uuid": "a0fc3738-180b-4be7-9c31-460b3d015194"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 7))\n",
    "ax = fig.gca(projection='3d')\n",
    "surf = ax.plot_surface(T, K, V, rstride=1, cstride=1,\n",
    "            cmap=cm.coolwarm, linewidth=0.5, antialiased=True)\n",
    "ax.set_xlabel('strike')\n",
    "ax.set_ylabel('maturity')\n",
    "ax.set_zlabel('Vega of European call option')\n",
    "fig.colorbar(surf, shrink=0.5, aspect=5);\n",
    "# plt.savefig('../../images/b_bsm/bsm_02.png');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"http://hilpisch.com/tpq_logo.png\" alt=\"The Python Quants\" width=\"35%\" align=\"right\" border=\"0\"><br>\n",
    "\n",
    "<a href=\"http://tpq.io\" target=\"_blank\">http://tpq.io</a> | <a href=\"http://twitter.com/dyjh\" target=\"_blank\">@dyjh</a> | <a href=\"mailto:training@tpq.io\">training@tpq.io</a>"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
